{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "view-in-github"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/bmurmann/ADC-survey/blob/main/plots/energy_plot.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MOkmxjrkkPJS"
      },
      "source": [
        "# ADC Survey: FOM<sub>S Plot"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "id": "h4nZaDktMRTL"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import pandas as pd\n",
        "import json\n",
        "try:\n",
        "    from google.colab import files\n",
        "    IN_COLAB = True\n",
        "except:\n",
        "    IN_COLAB = False"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "id": "U6pyV95WkVGx"
      },
      "outputs": [],
      "source": [
        "# Read latest survey data and concatenate ISSCC and VLSI data\n",
        "if IN_COLAB:\n",
        "    data = \"https://github.com/bmurmann/ADC-survey/blob/main/xls/ADCsurvey_latest.xlsx?raw=true\"\n",
        "else:\n",
        "    data = \"../xls/ADCsurvey_latest.xlsx\"\n",
        "df1 = pd.read_excel(data, sheet_name='ISSCC')\n",
        "df2 = pd.read_excel(data, sheet_name='VLSI')\n",
        "df = pd.concat([df1, df2])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VxF-jvN0rEBe",
        "outputId": "c640a59b-20ec-4e92-8b36-04539b2e18ea"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Index(['YEAR', 'ID', 'TYPE', 'ARCHITECTURE', 'TECHNOLOGY', 'TITLE', 'ABSTRACT',\n",
            "       'AUTHORS', 'DOI', 'LINK', 'COMMENTS', 'VSUP1 [V]', 'VSUP2 [V]',\n",
            "       'VSUP3 [V]', 'Csamp [pF]', 'AREA [mm^2]', 'SNDR_lf [dB]', 'fin_hf [Hz]',\n",
            "       'SNDR_hf [dB]', 'SNR [dB]', 'DR [dB]', '-THD [dB]', 'SFDR [dB]',\n",
            "       'SNDR_plot [dB]', 'P [W]', 'fs [Hz]', 'OSR', 'fsnyq [Hz]',\n",
            "       'fcenter [Hz]', 'P/fsnyq [pJ]', 'FOMW_lf [fJ/conv-step]',\n",
            "       'FOMW_hf [fJ/conv-step]', 'FOMS_lf [dB]', 'FOMS_hf [dB]',\n",
            "       'FOMW_hf/fsnyq', 'FOMS,hf+10log(fsnyq)'],\n",
            "      dtype='object')\n"
          ]
        }
      ],
      "source": [
        "# Show headers of data table\n",
        "print(df.keys())"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "id": "snl3YeC_ge0g"
      },
      "outputs": [],
      "source": [
        "# Compute envelope for FOMS plot\n",
        "foms_lin = 10**(df['FOMS_hf [dB]']/10)\n",
        "foms_lin_largest = sorted(foms_lin)[-5:]\n",
        "foms_lin_asymp = np.mean(foms_lin_largest)\n",
        "foms_db_asymp = 10*np.log10(foms_lin_asymp)\n",
        "\n",
        "foms_times_fs = foms_lin * df['fsnyq [Hz]']\n",
        "foms_times_fs_largest = sorted(foms_times_fs)[-5:]\n",
        "foms_times_fs_asymp = np.mean(foms_times_fs_largest)\n",
        "\n",
        "f_corner = foms_times_fs_asymp/foms_lin_asymp\n",
        "env_x = np.logspace(1, 12, num=300)\n",
        "env_y = foms_db_asymp - 10*np.log10(np.sqrt(1+(env_x/f_corner)**2))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "d5JmQy4ucGeD",
        "outputId": "0c0f955d-6f40-4264-c60c-91d126f330b9"
      },
      "outputs": [],
      "source": [
        "# Decent settings for a PowerPoint figure\n",
        "font=16\n",
        "size=(8, 5)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 507
        },
        "id": "0v3-8r5ooVn-",
        "outputId": "94f07dce-b25b-438e-f947-39bb7c36dead"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "fig, ax = plt.subplots(figsize=size)\n",
        "ax.plot(df['fsnyq [Hz]'], df['FOMS_hf [dB]'], 'b.', ms=15, label='ISSCC & VLSI 1997-%d' %max(df['YEAR']))\n",
        "ax.plot(env_x, env_y, 'k', label='$env$ = %.1f dB - 10log(1+($f_{snyq}/$%.1f MHz$)^2)$' %(foms_db_asymp, f_corner/1e6))\n",
        "ax.plot(env_x, env_y-3, 'k--', label='$env - 3$ dB')\n",
        "ax.plot(env_x, env_y-6, 'k:', label='$env - 6$ dB')\n",
        "ax.legend(frameon=1, loc='lower left', framealpha=1.0, fontsize=font-3)\n",
        "ax.set_xscale('log')\n",
        "ax.set_xlim((1e2, 500e9))\n",
        "ax.set_ylim((125, 195))\n",
        "plt.xticks(fontsize=font)\n",
        "plt.yticks(fontsize=font)\n",
        "plt.xlabel('$f_{snyq}$ [Hz]', fontsize=font)\n",
        "plt.ylabel('$FOM_S$ [dB]', fontsize=font)\n",
        "plt.grid(True)\n",
        "fig.tight_layout()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "F6V04XwJMSxZ",
        "outputId": "c466ce21-41ad-4b79-bd5e-d3a0029fe94e"
      },
      "outputs": [],
      "source": [
        "# save as high-resolution png file\n",
        "if IN_COLAB:\n",
        "   files.download('foms_plot.png')\n",
        "else:\n",
        "   fig.savefig(\"foms_plot.png\", dpi=600)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Data successfully written to foms_plot.json\n"
          ]
        }
      ],
      "source": [
        "# save parameters as json file\n",
        "data = {\n",
        "    \"foms_db_asymp\": foms_db_asymp,\n",
        "    \"f_corner\": f_corner,\n",
        "}\n",
        "file_name = \"foms_plot.json\"\n",
        "try:\n",
        "    with open(file_name, \"w\") as json_file:\n",
        "        json.dump(data, json_file, indent=4)\n",
        "    print(f\"Data successfully written to {file_name}\")\n",
        "except IOError as e:\n",
        "    print(f\"Error writing to file: {e}\")"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "authorship_tag": "ABX9TyPuDPoOU/2LkH5PTyTSgIpE",
      "include_colab_link": true,
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.12.2"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}
